public RuleSet Synthesize(ExampleGroup exampleGroup, int k)
{
var examples = exampleGroup.examples;
RuleSet ruleSet;
_stopwatch.Restart();
// 1. Synthesize error pattern.
var pattern = SynthesizeErrPattern(examples);
if (pattern.HasValue)
{
Log.Debug("Synthesized error pattern: {0}", pattern);
// 2. Synthesize transformers.
var trans = SynthesizeTransformers(examples.Select(e => e.AsTExample(pattern.Value)), k);
ruleSet = new RuleSet(pattern.Value, trans, exampleGroup.Name);
}
else
{
ruleSet = RuleSet.Empty;
}
_stopwatch.Stop();
Log.Info("Overall synthesis time: {0} ms", _stopwatch.ElapsedMilliseconds);
return(ruleSet);
}
private JObject LearnRuleSet(ExampleGroup examples)
{
var ruleSet = _synthesizer.Synthesize(examples, _topK);
_rule_lib.add(ruleSet);
JObject stat = new JObject();
stat.Add("example group path", examples.path);
stat.Add("example group size", examples.Size);
stat.Add("synthesis time (ms)", _synthesizer.SynthesisTime);
stat.Add("synthesis succeeds?", !ruleSet.IsEmpty);
stat.Add("rule set size", ruleSet.Size);
stat.Add("rule set name", ruleSet.Name);
return(stat);
}
